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Cognitive Biases

Hard-Easy Effect (Difficulty Effect)

The hard-easy effect is a cognitive bias where overconfidence is stronger for difficult questions and weaker or turns into underconfidence for easy questions, as established by Lichtenstein and Fischhoff (1977).

THE IDEA

Item Difficulty

Lichtenstein and Fischhoff (1977) established what is now called the hard–easy effect, or sometimes simply the difficulty effect, that general-knowledge question overconfidence tends to be stronger when the questions considered by respondents are hard (in the sense that few people answer them correctly) than when the questions are easy. Indeed, when questions are extremely easy, overconfidence gives way to underconfidence. Now, suppose that the items used by Wright, Phillips, and their collaborators were more difficult for their Asian respondents than for their British counterparts, perhaps because of their cultural focus. Then the greater overconfidence exhibited by the Asian respondents could be nothing more than a manifestation of the hard–easy effect. There are indications that the item samples used in the Wright and Phillips studies were indeed more difficult for the Asian than for the British respondents (e.g., the fact that the Asian groups’ calibration curves in Fig. 15.1 were uniformly lower than that for the British group).

Yates and colleagues (1989) deliberately assembled a pool of items that, on the basis of their content, were expected to be equally difficult in the cultures of both their mainland Chinese and American respondents. After the responses were collected, steps were taken to assure that the item pools analyzed really were equally difficult for the two groups. Even under these conditions, the same kinds of overconfidence differences established previously were observed once more: The Chinese respondents exhibited significantly greater overconfidence than did the Americans. Thus, although it remains plausible that item difficulty contributed to the Asian–British differences in overconfidence reported by the Wright and Phillips group, it is unlikely that they could have explained those differences fully.

When to use it

  • When designing training or tests, calibrate difficulty to avoid distorted self-assessment.

  • In project management, use the hard–easy effect to anticipate overconfidence on complex tasks and underconfidence on simple ones.

  • In cross-cultural research, compare item difficulty across participant groups before interpreting differences in confidence.

  • For personal goal setting, be aware of difficulty level to adjust confidence and avoid underestimating or overestimating abilities.

FROM THEORY TO EVERYDAY LIFE

In practice

01

Classic knowledge quiz

In a trivia test, if questions are extremely hard (e.g., only 20% of people answer correctly), respondents typically estimate their confidence as much higher than their actual accuracy. Conversely, if questions are very easy (e.g., 90% correct), respondents often become underconfident, estimating their accuracy below the actual level.

02

Cross-cultural overconfidence study

In the Yates et al. (1989) study, Chinese and American participants answered equally difficult general knowledge questions. Despite equal difficulty, Chinese participants showed significantly higher overconfidence, demonstrating that the hard–easy effect alone cannot explain cultural differences in calibration.

✳

A MOMENT TO REFLECT

Put it to work.

  1. Recall a difficult test you took recently. Did you feel more confident than your actual performance warranted? How does the hard–easy effect explain this?

  2. Think of a task that you find very easy (e.g., a simple routine). Do you ever underestimate your ability? How might the hard–easy effect cause underconfidence in easy tasks?

  3. When evaluating a new project at work, how could the perceived difficulty influence your team’s confidence estimates? What steps can you take to adjust for this bias?

Connected ideas

Another lens can bring the same problem into focus.

References

  1. Lichtenstein and Fischhoff (1977) study on overconfidence and item difficulty — Lichtenstein, S., & Fischhoff, B. (1977)
  2. Yates et al. (1989) cross-cultural calibration study — Yates, J. F., et al. (1989)

CONTINUE THE CONVERSATION

Source texts

  • Heuristics and Biases The Psychology of Intuitive Judgment (Thomas Gilovich, Dale Griffin, Daniel Kahneman)
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